Update README.md

README.md

@@ -15,11 +15,11 @@ base_model:
 
 <div align="center">
   
-[![arXiv](https://img.shields.io/badge/arXiv-XXXX.XXXXX-b31b1b.svg)]()
+[![arXiv](https://img.shields.io/badge/arXiv-2512.11715-b31b1b.svg)](https://arxiv.org/abs/2512.11715)
 [![Dataset](https://img.shields.io/badge/🤗%20CrispEdit2M-Dataset-yellow)](https://huggingface.co/datasets/WeiChow/CrispEdit-2M)
 [![Checkpoint](https://img.shields.io/badge/🧨%20EditMGT-CKPT-blue)](https://huggingface.co/WeiChow/EditMGT)
-[![GitHub](https://img.shields.io/badge/GitHub-Repo-181717?logo=github)](https://github.com/weichow23/editmgt/tree/main)
-[![Page](https://img.shields.io/badge/🏠%20Home-Page-b3.svg)](https://weichow23.github.io/editmgt/)
+[![GitHub](https://img.shields.io/badge/GitHub-Repo-181717?logo=github)](https://github.com/weichow23/EditMGT/tree/main)
+[![Page](https://img.shields.io/badge/🏠%20Home-Page-b3.svg)](https://weichow23.github.io/EditMGT/)
 [![Python 3.9](https://img.shields.io/badge/Python-3.9-blue.svg?logo=python)](https://www.python.org/downloads/release/python-392/)
 
 </div>
@@ -109,7 +109,12 @@ if __name__ == "__main__":
 ## 📑 Citation
 
 ```bibtex
-
+@article{chow2025editmgt,
+  title={EditMGT: Unleashing Potentials of Masked Generative Transformers in Image Editing},
+  author={Chow, Wei and Li, Linfeng and Kong, Lingdong and Li, Zefeng and Xu, Qi and Song, Hang and Ye, Tian and Wang, Xian and Bai, Jinbin and Xu, Shilin and others},
+  journal={arXiv preprint arXiv:2512.11715},
+  year={2025}
+}
 ```
 
 ## 🙏 Acknowledgements